TABLE A3 Job taxonomy The occupational taxonomy was modified and extended from O*NET SOC. Job family Occupation Business and Financial Operations Digital Marketing and Strategy Specialists Digital Transformation Specialists E-commerce Specialists Financial Analysts Financial and Investment Advisers Human Resources Specialists Insurance Underwriters Investment Fund Managers Management and Organisation Analysts Product Managers Project Managers Recruiters and technical recruiters Regulatory and Government Associate Professionals Relationship Managers Risk Management Specialists Sales and Marketing Professionals Social Media Strategist Training and Development Specialists Valuers and Loss Assessors Community, Social Service and Protective Services Firefighters Immigration and Customs Inspectors Police Officers Prison Guards Religious Professionals Security Guards Social Work and Counselling Professionals Computer and Mathematical AI and Machine Learning Specialists Application Developers Big Data Specialists Blockchain Developers Data Analysts and Scientists Data Engineers Data Warehousing Specialists Database and Network Professionals Future of Jobs Report 2023 69